282 citations · 284 across the 10 of their papers we have counts for
6 papers · 1 filter
Multi-Agent Self-Improving Reinforcement Learning for Video Reasoning
Mingwen Zhang, Jisheng Dang, Minqiang Yang +3
Video reasoning tasks such as grounded video question answering and temporal grounding require selecting temporal evidence that supports the query. In many current training setups,…
FTA-Mem: Fact-Time-Affect Anchored Memory for Low-Density Long-Term Dialogue
Chang Liu, Junyi Zhao, Shuyi Zhang +4
Long-term emotional-support agents require memory mechanisms for personalized understanding across sessions. However, emotional-support dialogue is often low-density: turns are inc…
When Clients Stop Following: A Cognitive Conceptualization Diagram-driven Framework for Strategic Counseling
Yihao Qin, Junyi Zhao, Changsheng Ma +4
Large Language Models (LLMs) show promise in psychological counseling, yet existing benchmarks rely heavily on highly cooperative simulated clients. We observe a critical counselor…
DMT-CBT: Longitudinal Therapeutic State Modeling for CBT Counseling
Chang Liu, Shuyi Zhang, Changsheng Ma +3
Large language models (LLMs) have shown growing potential for Cognitive Behavioral Therapy (CBT) counseling. However, most existing approaches still formulate counseling as a local…
CCD-CBT: Multi-Agent Therapeutic Interaction for CBT Guided by Cognitive Conceptualization Diagram
Chang Liu, Changsheng Ma, Yongfeng Tao +2
Large language models show potential for scalable mental-health support by simulating Cognitive Behavioral Therapy (CBT) counselors. However, existing methods often rely on static…
The Art of Socratic Inquiry: A Framework for Proactive Template-Guided Therapeutic Conversation Generation
Mingwen Zhang, Minqiang Yang, Changsheng Ma +5
Proactive questioning, where therapists deliberately initiate structured, cognition-guiding inquiries, is a cornerstone of cognitive behavioral therapy (CBT). Yet, current psycholo…